Rain lashed against the windows of the cramped cubicle, mirroring the storm brewing within Maria. The pressure in her chest grew with each passing minute. The email from HR, announcing the interview schedule, sat open on her screen, taunting her.

Her vision blurred. She rubbed her eyes, trying to focus on the text. The words seemed to swim. She needed to prepare a presentation. She needed to practice her answers. But a crushing weight made it impossible to start. Her fingers felt thick and clumsy as she tried to open the document.

She leaned back in her chair, the sudden stillness a small relief. The office chatter faded. The world outside, the rain, all felt so very distant.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

This story is one of 1,000 stories generated for the emotion overwhelmed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 overwhelmed stories, after denoising with neutral dialogue baselines, produces the overwhelmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the overwhelmed vector is projected through the unembedding matrix.

Promoted:
S0.385
😫0.332
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264